diff --git a/docs/proposals/015-2025-benchmark-gap-and-mcp.md b/docs/proposals/015-2025-benchmark-gap-and-mcp.md
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+# Strategic Update Proposal: 2025 Benchmark-to-Production Gap and MCP Integration
+
+**Date:** June 2026 **Status:** Proposed Update to BiModal Design v3.0
+Methodology **Author:** Strategic Research and Innovation Lead
+
+## 1. Landscape Monitoring & Benchmark Synthesis
+
+Recent intelligence and the 2025 AI Agent Index highlight two critical trends in
+the agentic ecosystem that require updates to the BiModal Design framework:
+
+1. **The Benchmark-to-Production Gap:** While public benchmarks like SWE-bench
+ and WebArena measure agent capabilities on specific task distributions, they
+ do not predict production performance. A verified 20-40 percentage point
+ performance drop is routinely observed when agents move from structured
+ public benchmarks to real-world, production environments. This discrepancy
+ underscores the need for robust, defensive UI design and the "Defense in
+ Depth" strategy.
+2. **MCP as the Standard Integration Layer:** 20 of the top 30 AI agents
+ released or updated in 2024-2025 explicitly support the Model Context
+ Protocol (MCP) for tool integration. Enterprise agents lead this adoption,
+ with 12 out of 13 integrating MCP.
+
+## 2. Gap Analysis
+
+Comparing the current repository documentation against these findings reveals
+the following gaps:
+
+- **Addressing the Production Gap:** While our framework references WebArena, it
+ doesn't explicitly highlight the massive 20-40% performance drop observed in
+ production environments. This gap necessitates stronger emphasis on Layer 2
+ (Semantic Structure) stability to counteract DOM drift and improve agent
+ reliability in the wild.
+- **Unified AOM and MCP Standards:** We have proposed integrating the
+ Accessibility Object Model (AOM) for Web Components via `ElementInternals` (to
+ improve Layer 2) and MCP discovery (Layer 5), but we haven't documented a
+ unified pattern where both are used cohesively to create a robust,
+ "production-ready" agent interface.
+
+## 3. Proposed Architectural Refinements & Content Updates
+
+To maintain BiModal Design as the definitive standard, we propose the following
+specific updates:
+
+**1. Update Whitepaper Content:** Modify `docs/whitepaper.md` to integrate the
+2025 findings.
+
+- Explicitly state the 20-40 percentage point drop observed from public
+ benchmarks to real task distribution.
+- Note that 20/30 of the leading 2025 agents support MCP, reinforcing its
+ importance as the primary Layer 5 protocol.
+
+**2. New Implementation Pattern for Web Components:** Propose a unified code
+pattern that integrates Layer 2 (`ElementInternals` for native AOM semantics)
+and Layer 5 (native MCP discovery via ``) to create highly resilient
+custom elements that do not rely on custom attributes.
+
+**3. New Example:** Create `examples/production-ready-mcp-component.html` to
+demonstrate this unified, standards-based Web Component pattern.
+
+_These updates adhere strictly to the framework's core ethos: utilizing
+established web standards to ensure graceful degradation and robust agent
+interactions, addressing the reality of production failure modes without custom
+attributes._
diff --git a/docs/whitepaper.md b/docs/whitepaper.md
index eb37124..0aefb74 100644
--- a/docs/whitepaper.md
+++ b/docs/whitepaper.md
@@ -316,7 +316,10 @@ semantic information from the AOM. To solve this, developers must use the
component can natively expose its role, `aria-*` states, and accessible name
directly to the AOM, ensuring that even deeply nested components remain
transparent and accessible to Level 2 and Level 3 agents without relying on
-brittle light-DOM workarounds.
+brittle light-DOM workarounds. Combining `ElementInternals` with native Model
+Context Protocol (MCP) discovery (e.g., via `` tags) creates
+production-ready custom elements that address both Layer 2 and Layer 5 needs
+robustly.
### **3.4 Layer 3 — Structured Data**
@@ -561,6 +564,10 @@ organic search.
30-50%
- **Operational efficiency**: API and protocol layers enable automation that
GUI-only interfaces cannot support
+- **Production Resilience vs. Benchmarks**: A verified 20-40 percentage point
+ performance drop is routinely observed when moving from structured benchmarks
+ (e.g., WebArena) to production tasks. BiModal Design's defense-in-depth
+ strategy mitigates DOM selector drift and structural failures.
#### **4. The Rendering Divide Persists**
diff --git a/examples/production-ready-mcp-component.html b/examples/production-ready-mcp-component.html
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+
+
+
+ This page demonstrates a production-ready Web Component that mitigates
+ the 20-40% benchmark-to-production gap by leveraging ElementInternals
+ for robust Accessibility Object Model (AOM) integration (Layer 2) and an
+ HTML <link> tag for Model Context Protocol (MCP) discovery (Layer 5).
+